├── .github └── workflows │ └── static.yml ├── .gitignore ├── CNAME ├── LICENSE ├── README.md ├── index.html └── static ├── css ├── bulma-carousel.min.css ├── bulma-slider.min.css ├── bulma.css.map.txt ├── bulma.min.css ├── fontawesome.all.min.css └── index.css ├── images ├── CLKV_Algorithm.jpg ├── CLKV_main_crop_x.jpg ├── CLKV_method_crop_v2.jpg ├── Figure2.png ├── hf.svg ├── hfbw.svg ├── longbench.png ├── main_exps_crop.jpg ├── run.ico └── run.svg ├── js ├── bulma-carousel.js ├── bulma-carousel.min.js ├── bulma-slider.js ├── bulma-slider.min.js ├── fontawesome.all.min.js └── index.js ├── pdfs └── Motion_Mamba_Slides_miHoYo.pdf ├── scholar.html └── videos ├── badminton.mp4 ├── banner_video.mp4 ├── circle.mp4 ├── somersault.mp4 ├── stand-up.mp4 ├── street-dance.mp4 └── walk.mp4 /.github/workflows/static.yml: -------------------------------------------------------------------------------- 1 | # Simple workflow for deploying static content to GitHub Pages 2 | name: Deploy static content to Pages 3 | 4 | on: 5 | # Runs on pushes targeting the default branch 6 | push: 7 | branches: ["main"] 8 | 9 | # Allows you to run this workflow manually from the Actions tab 10 | workflow_dispatch: 11 | 12 | # Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages 13 | permissions: 14 | contents: read 15 | pages: write 16 | id-token: write 17 | 18 | # Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued. 19 | # However, do NOT cancel in-progress runs as we want to allow these production deployments to complete. 20 | concurrency: 21 | group: "pages" 22 | cancel-in-progress: false 23 | 24 | jobs: 25 | # Single deploy job since we're just deploying 26 | deploy: 27 | environment: 28 | name: github-pages 29 | url: ${{ steps.deployment.outputs.page_url }} 30 | runs-on: ubuntu-latest 31 | steps: 32 | - name: Checkout 33 | uses: actions/checkout@v4 34 | - name: Setup Pages 35 | uses: actions/configure-pages@v5 36 | - name: Upload artifact 37 | uses: actions/upload-pages-artifact@v3 38 | with: 39 | # Upload entire repository 40 | path: '.' 41 | - name: Deploy to GitHub Pages 42 | id: deployment 43 | uses: actions/deploy-pages@v4 44 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | 2 | .idea/ 3 | -------------------------------------------------------------------------------- /CNAME: -------------------------------------------------------------------------------- 1 | minicache.vmv.re -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | BSD 2-Clause License 2 | 3 | Copyright (c) 2024, Akide Liu 4 | 5 | Redistribution and use in source and binary forms, with or without 6 | modification, are permitted provided that the following conditions are met: 7 | 8 | 1. Redistributions of source code must retain the above copyright notice, this 9 | list of conditions and the following disclaimer. 10 | 11 | 2. Redistributions in binary form must reproduce the above copyright notice, 12 | this list of conditions and the following disclaimer in the documentation 13 | and/or other materials provided with the distribution. 14 | 15 | THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" 16 | AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE 17 | IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 18 | DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE 19 | FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL 20 | DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR 21 | SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER 22 | CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, 23 | OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE 24 | OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 25 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # MiniCache -------------------------------------------------------------------------------- /index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | MiniCache: KV Cache Compression in Depth Dimension for Large Language Models. Learn about an efficient compression strategy for LLMs. 27 | 28 | 30 | 31 | 32 | 33 | 34 | 35 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 |
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MiniCache: KV Cache Compression in Depth Dimension for 55 | Large Language Models

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57 | 58 | 59 | Akide Liu1, 60 | 61 | 62 | 63 | 64 | Jing Liu 65 | 1, 66 | 67 | 68 | 69 | 70 | Zizheng Pan 71 | 1, 72 | 73 | 74 | 75 | 76 | Yefei He 77 | 2, 78 | 79 | 80 | 81 | 82 | Reza Haffari 83 | 1, 84 | 85 | 86 | 87 | Bohan Zhuang1,2✉, 89 |
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92 | 1 ZIP Lab, Monash University 94 | 2 ZIP Lab, ZheJiang University 96 |

 

97 | 98 | 99 | 100 | ✉Corresponding author.
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Abstract

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214 | A critical approach for efficiently deploying computationally demanding large language models 215 | (LLMs) is Key-Value (KV) caching. The KV cache stores key-value states of previously generated 216 | tokens, significantly reducing the need for repetitive computations and thereby lowering latency 217 | in autoregressive generation. However, the size of the KV cache grows linearly with sequence 218 | length, posing challenges for applications requiring long context input and extensive sequence 219 | generation. In this paper, we present a simple yet effective approach, called MiniCache, to 220 | compress the KV cache across layers from a novel depth perspective, significantly reducing the 221 | memory footprint for LLM inference. Our approach is based on the observation that KV cache 222 | states exhibit high similarity between the adjacent layers in the middle-to-deep portion of 223 | LLMs. To facilitate merging, we propose disentangling the states into the magnitude and 224 | direction components, interpolating the directions of the state vectors while preserving their 225 | lengths unchanged. Furthermore, we introduce a token retention strategy to keep highly distinct 226 | state pairs unmerged, thus preserving the information with minimal additional storage overhead. 227 | Our MiniCache is training-free and general, complementing existing KV cache compression 228 | strategies, such as quantization and sparsity. We conduct a comprehensive evaluation of 229 | MiniCache utilizing various models including LLaMA-2, LLaMA-3, Phi-3, Mistral, and Mixtral 230 | across multiple benchmarks, demonstrating its exceptional performance in achieving superior 231 | compression ratios and high throughput. On the ShareGPT dataset, LLaMA-2-7B with 4-bit MiniCache 232 | achieves a remarkable compression ratio of up to 5.02x, enhances inference throughput by 233 | approximately 5x, and reduces the memory footprint by 41% compared to the FP16 full cache 234 | baseline, all while maintaining near-lossless performance. 235 |

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Observation

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318 | Overview of our MiniCache strategy and example results: 319 | (a) shows the observation that the KV cache states between two adjacent layers are highly similar, 320 | particularly across the middle to deep layers. The x-axis uses index/2 to represent the similarities 321 | for 322 | each pair of layers. (b) compares the performance of MiniCache, and the mean baseline, which simply 323 | averages 324 | the KV caches of two layers, using the LLaMA-3-70B model on the GSM8K 325 | dataset. MiniCache, which begins merging from the half-layer depth, achieves 326 | near-lossless performance. 327 | (c) highlights the primary difference between MiniCache and previous approaches. MiniCache 328 | investigates 329 | the 330 | inter-layer redundancy of KV caches along the depth dimension of LLMs, an aspect overlooked by 331 | intra-layer-based methods. Here, 332 | T refers to the last timestamp of pre-filling, and T+1 des to the first timestamp 333 | of decoding. 334 |


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Overall of our explorations and observations : (a) shows the strong baseline by performing average 351 | merging on the KV cache. (b) shows the pairwise similarity of cache states between adjacent layers. 352 | (c) compares the MiniCache, simple average, and full cache baseline across five different 353 | datasets.


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The illustration of the proposed method MiniCache. (a) depicts the cross-layer 386 | compression process. We fetch the KV caches, from layers l and l-1, and merge 387 | them into shared states via Eq.~(3). Additionally, we compute the ℒ2 norm for 388 | the caches to obtain their magnitudes. Furthermore, we select unmergable tokens for retention, 389 | then store merged cache, retention tokens, and magnitudes at layer l in 390 | C. (b) illustrates the restoration process for layers l and 391 | l-1, which includes magnitude rescaling in Eq.~(2) and retention token recovery.

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Performance comparisons between our proposed MiniCache with the “averaging baseline” and the 422 | “unmerged full cache baseline” on multiple datasets with Phi3-Mini, Mixtral-8x7B, LLaMA-3-8B, 423 | and LLaMA-3-70B. More result details are shown in Section 424 | 4. The x-axis indicates the number of layers merged. As more layers are merged, a 425 | greater reduction in memory usage is achieved.

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Evaluation of different KV cache compression methods on LongBench. 443 | MiniCache builds on top of 4-bit KIVI and achieves the best performance with the strongest 444 | compression rate.

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Algorithm

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Overall prefilling and decoding logic for MiniCache involves performing 474 | cross-layer merging and recovery within our framework.

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BibTeX

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509 | @article{liu2024minicache,
510 |   title={MiniCache: KV Cache Compression in Depth Dimension for Large Language Models},
511 |   author={Liu, Akide and Liu, Jing and Pan, Zizheng and He, Yefei and Haffari, Gholamreza and Zhuang, Bohan},
512 |   journal={arXiv preprint arXiv:2405.14366},
513 |   year={2024}
514 | }
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"symbol" : typeof obj; }; 89 | 90 | function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } 91 | 92 | function _possibleConstructorReturn(self, call) { if (!self) { throw new ReferenceError("this hasn't been initialised - super() hasn't been called"); } return call && (typeof call === "object" || typeof call === "function") ? call : self; } 93 | 94 | function _inherits(subClass, superClass) { if (typeof superClass !== "function" && superClass !== null) { throw new TypeError("Super expression must either be null or a function, not " + typeof superClass); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, enumerable: false, writable: true, configurable: true } }); if (superClass) Object.setPrototypeOf ? Object.setPrototypeOf(subClass, superClass) : subClass.__proto__ = superClass; } 95 | 96 | 97 | 98 | var isString = function isString(unknown) { 99 | return typeof unknown === 'string' || !!unknown && (typeof unknown === 'undefined' ? 'undefined' : _typeof(unknown)) === 'object' && Object.prototype.toString.call(unknown) === '[object String]'; 100 | }; 101 | 102 | var bulmaSlider = function (_EventEmitter) { 103 | _inherits(bulmaSlider, _EventEmitter); 104 | 105 | function bulmaSlider(selector) { 106 | var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {}; 107 | 108 | _classCallCheck(this, bulmaSlider); 109 | 110 | var _this = _possibleConstructorReturn(this, (bulmaSlider.__proto__ || Object.getPrototypeOf(bulmaSlider)).call(this)); 111 | 112 | _this.element = typeof selector === 'string' ? document.querySelector(selector) : selector; 113 | // An invalid selector or non-DOM node has been provided. 114 | if (!_this.element) { 115 | throw new Error('An invalid selector or non-DOM node has been provided.'); 116 | } 117 | 118 | _this._clickEvents = ['click']; 119 | /// Set default options and merge with instance defined 120 | _this.options = _extends({}, options); 121 | 122 | _this.onSliderInput = _this.onSliderInput.bind(_this); 123 | 124 | _this.init(); 125 | return _this; 126 | } 127 | 128 | /** 129 | * Initiate all DOM element containing selector 130 | * @method 131 | * @return {Array} Array of all slider instances 132 | */ 133 | 134 | 135 | _createClass(bulmaSlider, [{ 136 | key: 'init', 137 | 138 | 139 | /** 140 | * Initiate plugin 141 | * @method init 142 | * @return {void} 143 | */ 144 | value: function init() { 145 | this._id = 'bulmaSlider' + new Date().getTime() + Math.floor(Math.random() * Math.floor(9999)); 146 | this.output = this._findOutputForSlider(); 147 | 148 | this._bindEvents(); 149 | 150 | if (this.output) { 151 | if (this.element.classList.contains('has-output-tooltip')) { 152 | // Get new output position 153 | var newPosition = this._getSliderOutputPosition(); 154 | 155 | // Set output position 156 | this.output.style['left'] = newPosition.position; 157 | } 158 | } 159 | 160 | this.emit('bulmaslider:ready', this.element.value); 161 | } 162 | }, { 163 | key: '_findOutputForSlider', 164 | value: function _findOutputForSlider() { 165 | var _this2 = this; 166 | 167 | var result = null; 168 | var outputs = document.getElementsByTagName('output') || []; 169 | 170 | Array.from(outputs).forEach(function (output) { 171 | if (output.htmlFor == _this2.element.getAttribute('id')) { 172 | result = output; 173 | return true; 174 | } 175 | }); 176 | return result; 177 | } 178 | }, { 179 | key: '_getSliderOutputPosition', 180 | value: function _getSliderOutputPosition() { 181 | // Update output position 182 | var newPlace, minValue; 183 | 184 | var style = window.getComputedStyle(this.element, null); 185 | // Measure width of range input 186 | var sliderWidth = parseInt(style.getPropertyValue('width'), 10); 187 | 188 | // Figure out placement percentage between left and right of input 189 | if (!this.element.getAttribute('min')) { 190 | minValue = 0; 191 | } else { 192 | minValue = this.element.getAttribute('min'); 193 | } 194 | var newPoint = (this.element.value - minValue) / (this.element.getAttribute('max') - minValue); 195 | 196 | // Prevent bubble from going beyond left or right (unsupported browsers) 197 | if (newPoint < 0) { 198 | newPlace = 0; 199 | } else if (newPoint > 1) { 200 | newPlace = sliderWidth; 201 | } else { 202 | newPlace = sliderWidth * newPoint; 203 | } 204 | 205 | return { 206 | 'position': newPlace + 'px' 207 | }; 208 | } 209 | 210 | /** 211 | * Bind all events 212 | * @method _bindEvents 213 | * @return {void} 214 | */ 215 | 216 | }, { 217 | key: '_bindEvents', 218 | value: function _bindEvents() { 219 | if (this.output) { 220 | // Add event listener to update output when slider value change 221 | this.element.addEventListener('input', this.onSliderInput, false); 222 | } 223 | } 224 | }, { 225 | key: 'onSliderInput', 226 | value: function onSliderInput(e) { 227 | e.preventDefault(); 228 | 229 | if (this.element.classList.contains('has-output-tooltip')) { 230 | // Get new output position 231 | var newPosition = this._getSliderOutputPosition(); 232 | 233 | // Set output position 234 | this.output.style['left'] = newPosition.position; 235 | } 236 | 237 | // Check for prefix and postfix 238 | var prefix = this.output.hasAttribute('data-prefix') ? this.output.getAttribute('data-prefix') : ''; 239 | var postfix = this.output.hasAttribute('data-postfix') ? this.output.getAttribute('data-postfix') : ''; 240 | 241 | // Update output with slider value 242 | this.output.value = prefix + this.element.value + postfix; 243 | 244 | this.emit('bulmaslider:ready', this.element.value); 245 | } 246 | }], [{ 247 | key: 'attach', 248 | value: function attach() { 249 | var _this3 = this; 250 | 251 | var selector = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : 'input[type="range"].slider'; 252 | var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {}; 253 | 254 | var instances = new Array(); 255 | 256 | var elements = isString(selector) ? document.querySelectorAll(selector) : Array.isArray(selector) ? selector : [selector]; 257 | elements.forEach(function (element) { 258 | if (typeof element[_this3.constructor.name] === 'undefined') { 259 | var instance = new bulmaSlider(element, options); 260 | element[_this3.constructor.name] = instance; 261 | instances.push(instance); 262 | } else { 263 | instances.push(element[_this3.constructor.name]); 264 | } 265 | }); 266 | 267 | return instances; 268 | } 269 | }]); 270 | 271 | return bulmaSlider; 272 | }(__WEBPACK_IMPORTED_MODULE_0__events__["a" /* default */]); 273 | 274 | /* harmony default export */ __webpack_exports__["default"] = (bulmaSlider); 275 | 276 | /***/ }), 277 | /* 1 */ 278 | /***/ (function(module, __webpack_exports__, __webpack_require__) { 279 | 280 | "use strict"; 281 | var _createClass = function () { function defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if ("value" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } } return function (Constructor, protoProps, staticProps) { if (protoProps) defineProperties(Constructor.prototype, protoProps); if (staticProps) defineProperties(Constructor, staticProps); return Constructor; }; }(); 282 | 283 | function _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError("Cannot call a class as a function"); } } 284 | 285 | var EventEmitter = function () { 286 | function EventEmitter() { 287 | var listeners = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : []; 288 | 289 | _classCallCheck(this, EventEmitter); 290 | 291 | this._listeners = new Map(listeners); 292 | this._middlewares = new Map(); 293 | } 294 | 295 | _createClass(EventEmitter, [{ 296 | key: "listenerCount", 297 | value: function listenerCount(eventName) { 298 | if (!this._listeners.has(eventName)) { 299 | return 0; 300 | } 301 | 302 | var eventListeners = this._listeners.get(eventName); 303 | return eventListeners.length; 304 | } 305 | }, { 306 | key: "removeListeners", 307 | value: function removeListeners() { 308 | var _this = this; 309 | 310 | var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null; 311 | var middleware = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : false; 312 | 313 | if (eventName !== null) { 314 | if (Array.isArray(eventName)) { 315 | name.forEach(function (e) { 316 | return _this.removeListeners(e, middleware); 317 | }); 318 | } else { 319 | this._listeners.delete(eventName); 320 | 321 | if (middleware) { 322 | this.removeMiddleware(eventName); 323 | } 324 | } 325 | } else { 326 | this._listeners = new Map(); 327 | } 328 | } 329 | }, { 330 | key: "middleware", 331 | value: function middleware(eventName, fn) { 332 | var _this2 = this; 333 | 334 | if (Array.isArray(eventName)) { 335 | name.forEach(function (e) { 336 | return _this2.middleware(e, fn); 337 | }); 338 | } else { 339 | if (!Array.isArray(this._middlewares.get(eventName))) { 340 | this._middlewares.set(eventName, []); 341 | } 342 | 343 | this._middlewares.get(eventName).push(fn); 344 | } 345 | } 346 | }, { 347 | key: "removeMiddleware", 348 | value: function removeMiddleware() { 349 | var _this3 = this; 350 | 351 | var eventName = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null; 352 | 353 | if (eventName !== null) { 354 | if (Array.isArray(eventName)) { 355 | name.forEach(function (e) { 356 | return _this3.removeMiddleware(e); 357 | }); 358 | } else { 359 | this._middlewares.delete(eventName); 360 | } 361 | } else { 362 | this._middlewares = new Map(); 363 | } 364 | } 365 | }, { 366 | key: "on", 367 | value: function on(name, callback) { 368 | var _this4 = this; 369 | 370 | var once = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false; 371 | 372 | if (Array.isArray(name)) { 373 | name.forEach(function (e) { 374 | return _this4.on(e, callback); 375 | }); 376 | } else { 377 | name = name.toString(); 378 | var split = name.split(/,|, | /); 379 | 380 | if (split.length > 1) { 381 | split.forEach(function (e) { 382 | return _this4.on(e, callback); 383 | }); 384 | } else { 385 | if (!Array.isArray(this._listeners.get(name))) { 386 | this._listeners.set(name, []); 387 | } 388 | 389 | this._listeners.get(name).push({ once: once, callback: callback }); 390 | } 391 | } 392 | } 393 | }, { 394 | key: "once", 395 | value: function once(name, callback) { 396 | this.on(name, callback, true); 397 | } 398 | }, { 399 | key: "emit", 400 | value: function emit(name, data) { 401 | var _this5 = this; 402 | 403 | var silent = arguments.length > 2 && arguments[2] !== undefined ? arguments[2] : false; 404 | 405 | name = name.toString(); 406 | var listeners = this._listeners.get(name); 407 | var middlewares = null; 408 | var doneCount = 0; 409 | var execute = silent; 410 | 411 | if (Array.isArray(listeners)) { 412 | listeners.forEach(function (listener, index) { 413 | // Start Middleware checks unless we're doing a silent emit 414 | if (!silent) { 415 | middlewares = _this5._middlewares.get(name); 416 | // Check and execute Middleware 417 | if (Array.isArray(middlewares)) { 418 | middlewares.forEach(function (middleware) { 419 | middleware(data, function () { 420 | var newData = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : null; 421 | 422 | if (newData !== null) { 423 | data = newData; 424 | } 425 | doneCount++; 426 | }, name); 427 | }); 428 | 429 | if (doneCount >= middlewares.length) { 430 | execute = true; 431 | } 432 | } else { 433 | execute = true; 434 | } 435 | } 436 | 437 | // If Middleware checks have been passed, execute 438 | if (execute) { 439 | if (listener.once) { 440 | listeners[index] = null; 441 | } 442 | listener.callback(data); 443 | } 444 | }); 445 | 446 | // Dirty way of removing used Events 447 | while (listeners.indexOf(null) !== -1) { 448 | listeners.splice(listeners.indexOf(null), 1); 449 | } 450 | } 451 | } 452 | }]); 453 | 454 | return EventEmitter; 455 | }(); 456 | 457 | /* harmony default export */ __webpack_exports__["a"] = (EventEmitter); 458 | 459 | /***/ }) 460 | /******/ ])["default"]; 461 | }); -------------------------------------------------------------------------------- /static/js/bulma-slider.min.js: -------------------------------------------------------------------------------- 1 | !function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amd?define([],e):"object"==typeof exports?exports.bulmaSlider=e():t.bulmaSlider=e()}("undefined"!=typeof self?self:this,function(){return function(n){var r={};function i(t){if(r[t])return r[t].exports;var e=r[t]={i:t,l:!1,exports:{}};return n[t].call(e.exports,e,e.exports,i),e.l=!0,e.exports}return i.m=n,i.c=r,i.d=function(t,e,n){i.o(t,e)||Object.defineProperty(t,e,{configurable:!1,enumerable:!0,get:n})},i.n=function(t){var e=t&&t.__esModule?function(){return t.default}:function(){return t};return i.d(e,"a",e),e},i.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},i.p="",i(i.s=0)}([function(t,e,n){"use strict";Object.defineProperty(e,"__esModule",{value:!0}),n.d(e,"isString",function(){return l});var r=n(1),i=Object.assign||function(t){for(var e=1;e=l.length&&(s=!0)):s=!0),s&&(t.once&&(u[e]=null),t.callback(r))});-1!==u.indexOf(null);)u.splice(u.indexOf(null),1)}}]),e}();e.a=i}]).default}); -------------------------------------------------------------------------------- /static/js/index.js: -------------------------------------------------------------------------------- 1 | window.HELP_IMPROVE_VIDEOJS = false; 2 | 3 | 4 | $(document).ready(function() { 5 | // Check for click events on the navbar burger icon 6 | 7 | var options = { 8 | slidesToScroll: 1, 9 | slidesToShow: 1, 10 | loop: true, 11 | infinite: true, 12 | autoplay: true, 13 | autoplaySpeed: 20000, 14 | } 15 | 16 | // Initialize all div with carousel class 17 | var carousels = bulmaCarousel.attach('.carousel', options); 18 | 19 | bulmaSlider.attach(); 20 | 21 | }) 22 | -------------------------------------------------------------------------------- /static/pdfs/Motion_Mamba_Slides_miHoYo.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/pdfs/Motion_Mamba_Slides_miHoYo.pdf -------------------------------------------------------------------------------- /static/scholar.html: -------------------------------------------------------------------------------- 1 | 
2 | @article{liu2024minicache,
3 |   title={MiniCache: KV Cache Compression in Depth Dimension for Large Language Models},
4 |   author={Liu, Akide and Liu, Jing and Pan, Zizheng and He, Yefei and Haffari, Gholamreza and Zhuang, Bohan},
5 |   journal={arXiv preprint arXiv:2405.14366},
6 |   year={2024}
7 | }
8 |
9 | -------------------------------------------------------------------------------- /static/videos/badminton.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/videos/badminton.mp4 -------------------------------------------------------------------------------- /static/videos/banner_video.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/videos/banner_video.mp4 -------------------------------------------------------------------------------- /static/videos/circle.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/videos/circle.mp4 -------------------------------------------------------------------------------- /static/videos/somersault.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/videos/somersault.mp4 -------------------------------------------------------------------------------- /static/videos/stand-up.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/videos/stand-up.mp4 -------------------------------------------------------------------------------- /static/videos/street-dance.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/videos/street-dance.mp4 -------------------------------------------------------------------------------- /static/videos/walk.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/AkideLiu/MiniCache/f1baccacba6bc83dc499f5db9257576397bb4ed8/static/videos/walk.mp4 --------------------------------------------------------------------------------